PARIS—Frustrated by the recent implosion of plans to create European energy and transport champions, France is proposing the European Union relax its antitrust rules.

The initiative aims to allow the bloc's largest companies to team up—gaining the scale to compete against global titans—after Alstom SA and Siemens AG failed to combine their operations, French Economy Minister Arnaud Montebourg said in an interview Thursday.